Watermarking

Learning Type Inference for Enhanced Dataflow Analysis

Authors: Lukas Seidel, Sedick David Baker Effendi, Xavier Pinho, Konrad Rieck, Brink van der Merwe, Fabian Yamaguchi | Published: 2023-10-01 | Updated: 2023-10-04
Watermarking
Dynamic Analysis
Evaluation Method

The Lipschitz-Variance-Margin Tradeoff for Enhanced Randomized Smoothing

Authors: Blaise Delattre, Alexandre Araujo, Quentin Barthélemy, Alexandre Allauzen | Published: 2023-09-28 | Updated: 2024-03-18
Watermarking
Trade-off Analysis
Stability of Predictions

LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference

Authors: Hongwu Peng, Ran Ran, Yukui Luo, Jiahui Zhao, Shaoyi Huang, Kiran Thorat, Tong Geng, Chenghong Wang, Xiaolin Xu, Wujie Wen, Caiwen Ding | Published: 2023-09-25 | Updated: 2023-10-04
Watermarking
Performance Evaluation
Deep Learning Method

Unbiased Watermark for Large Language Models

Authors: Zhengmian Hu, Lichang Chen, Xidong Wu, Yihan Wu, Hongyang Zhang, Heng Huang | Published: 2023-09-22 | Updated: 2023-10-18
Watermarking
Model Performance Evaluation
Statistical Hypothesis Testing

Multi-Source Domain Adaptation meets Dataset Distillation through Dataset Dictionary Learning

Authors: Eduardo Fernandes Montesuma, Fred Ngolè Mboula, Antoine Souloumiac | Published: 2023-09-14
Watermarking
Data Generation
Performance Evaluation

Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense

Authors: Jianqiao Wangni | Published: 2023-09-13 | Updated: 2023-09-14
Watermarking
Poisoning
Deep Learning Method

SABLE: Secure And Byzantine robust LEarning

Authors: Antoine Choffrut, Rachid Guerraoui, Rafael Pinot, Renaud Sirdey, John Stephan, Martin Zuber | Published: 2023-09-11 | Updated: 2023-12-14
Watermarking
Byzantine Resilience
Privacy Protection Method

FuzzLLM: A Novel and Universal Fuzzing Framework for Proactively Discovering Jailbreak Vulnerabilities in Large Language Models

Authors: Dongyu Yao, Jianshu Zhang, Ian G. Harris, Marcel Carlsson | Published: 2023-09-11 | Updated: 2024-04-14
LLM Security
Watermarking
Prompt Injection

Hyperdimensional Computing as a Rescue for Efficient Privacy-Preserving Machine Learning-as-a-Service

Authors: Jaewoo Park, Chenghao Quan, Hyungon Moon, Jongeun Lee | Published: 2023-08-17
Watermarking
Cryptography
Machine Learning Method

A Homomorphic Encryption Framework for Privacy-Preserving Spiking Neural Networks

Authors: Farzad Nikfam, Raffaele Casaburi, Alberto Marchisio, Maurizio Martina, Muhammad Shafique | Published: 2023-08-10 | Updated: 2023-10-12
Watermarking
Model Design and Accuracy
Performance Evaluation